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feat: GODEL AI

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This commit is contained in:
GramingFoxTeam
2022-12-25 12:49:16 +03:00
parent 18e57b0c32
commit 0ba525c4a5
14 changed files with 197 additions and 289 deletions
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3
bots/discord/events/discord/messageCreate.js
View File

@@ -5,6 +5,7 @@ export default {
once: false,
execute(helper, _, msg) {
if (!msg.content || msg.author.bot) return;
helper.scanText(msg.content.toLowerCase(), `${msg.channelId}/${msg.id}`);
if (!msg.mentions.has(msg.client.user)) return;
helper.scanText(msg.content.toLowerCase().replace(/<.*?>/g, ''), `${msg.channelId}/${msg.id}`);
}
};

18
bots/discord/events/helper/aiResponse.js
View File

@@ -2,14 +2,9 @@ export default {
name: 'aiResponse',
once: false,
async execute(client, config, aiRes) {
const response = config.responses.find(
(res) => res.label === aiRes.predictions[0].label
);
if (!response) return;
if (Number(aiRes.predictions[0].score) >= response.threshold) {
if (!response.responses[0]) return;
if (!aiRes.response) return;
try {
const ids = aiRes.id.split('/');
let channel = client.channels.cache.get(ids[0]);
@@ -24,12 +19,11 @@ export default {
await channel.messages.fetch(ids[1]);
message = channel.messages.cache.get(ids[1]);
}
const replyMsg = response.responses.find(res => res.p === 'discord').text;
message.reply(replyMsg);
message.reply(aiRes.response);
return;
}
} catch (e) {}
}
};

194
bots/discord/package-lock.json generated
View File

@@ -9,46 +9,46 @@
"version": "1.0.0",
"license": "GPL-3.0-or-later",
"dependencies": {
"discord.js": "^14.6.0"
"discord.js": "^14.7.1"
}
},
"node_modules/@discordjs/builders": {
"version": "1.3.0",
"resolved": "https://registry.npmjs.org/@discordjs/builders/-/builders-1.3.0.tgz",
"integrity": "sha512-Pvca6Nw8Hp+n3N+Wp17xjygXmMvggbh5ywUsOYE2Et4xkwwVRwgzxDJiMUuYapPtnYt4w/8aKlf5khc8ipLvhg==",
"version": "1.4.0",
"resolved": "https://registry.npmjs.org/@discordjs/builders/-/builders-1.4.0.tgz",
"integrity": "sha512-nEeTCheTTDw5kO93faM1j8ZJPonAX86qpq/QVoznnSa8WWcCgJpjlu6GylfINTDW6o7zZY0my2SYdxx2mfNwGA==",
"dependencies": {
"@discordjs/util": "^0.1.0",
"@sapphire/shapeshift": "^3.7.0",
"discord-api-types": "^0.37.12",
"@sapphire/shapeshift": "^3.7.1",
"discord-api-types": "^0.37.20",
"fast-deep-equal": "^3.1.3",
"ts-mixer": "^6.0.1",
"tslib": "^2.4.0"
"ts-mixer": "^6.0.2",
"tslib": "^2.4.1"
},
"engines": {
"node": ">=16.9.0"
}
},
"node_modules/@discordjs/collection": {
"version": "1.2.0",
"resolved": "https://registry.npmjs.org/@discordjs/collection/-/collection-1.2.0.tgz",
"integrity": "sha512-VvrrtGb7vbfPHzbhGq9qZB5o8FOB+kfazrxdt0OtxzSkoBuw9dURMkCwWizZ00+rDpiK2HmLHBZX+y6JsG9khw==",
"version": "1.3.0",
"resolved": "https://registry.npmjs.org/@discordjs/collection/-/collection-1.3.0.tgz",
"integrity": "sha512-ylt2NyZ77bJbRij4h9u/wVy7qYw/aDqQLWnadjvDqW/WoWCxrsX6M3CIw9GVP5xcGCDxsrKj5e0r5evuFYwrKg==",
"engines": {
"node": ">=16.9.0"
}
},
"node_modules/@discordjs/rest": {
"version": "1.3.0",
"resolved": "https://registry.npmjs.org/@discordjs/rest/-/rest-1.3.0.tgz",
"integrity": "sha512-U6X5J+r/MxYpPTlHFuPxXEf92aKsBaD2teBC7sWkKILIr30O8c9+XshfL7KFBCavnAqS/qE+PF9fgRilO3N44g==",
"version": "1.5.0",
"resolved": "https://registry.npmjs.org/@discordjs/rest/-/rest-1.5.0.tgz",
"integrity": "sha512-lXgNFqHnbmzp5u81W0+frdXN6Etf4EUi8FAPcWpSykKd8hmlWh1xy6BmE0bsJypU1pxohaA8lQCgp70NUI3uzA==",
"dependencies": {
"@discordjs/collection": "^1.2.0",
"@discordjs/collection": "^1.3.0",
"@discordjs/util": "^0.1.0",
"@sapphire/async-queue": "^1.5.0",
"@sapphire/snowflake": "^3.2.2",
"discord-api-types": "^0.37.12",
"discord-api-types": "^0.37.23",
"file-type": "^18.0.0",
"tslib": "^2.4.0",
"undici": "^5.11.0"
"tslib": "^2.4.1",
"undici": "^5.13.0"
},
"engines": {
"node": ">=16.9.0"
@@ -72,12 +72,12 @@
}
},
"node_modules/@sapphire/shapeshift": {
"version": "3.7.0",
"resolved": "https://registry.npmjs.org/@sapphire/shapeshift/-/shapeshift-3.7.0.tgz",
"integrity": "sha512-A6vI1zJoxhjWo4grsxpBRBgk96SqSdjLX5WlzKp9H+bJbkM07mvwcbtbVAmUZHbi/OG3HLfiZ1rlw4BhH6tsBQ==",
"version": "3.8.1",
"resolved": "https://registry.npmjs.org/@sapphire/shapeshift/-/shapeshift-3.8.1.tgz",
"integrity": "sha512-xG1oXXBhCjPKbxrRTlox9ddaZTvVpOhYLmKmApD/vIWOV1xEYXnpoFs68zHIZBGbqztq6FrUPNPerIrO1Hqeaw==",
"dependencies": {
"fast-deep-equal": "^3.1.3",
"lodash.uniqwith": "^4.5.0"
"lodash": "^4.17.21"
},
"engines": {
"node": ">=v14.0.0",
@@ -85,9 +85,9 @@
}
},
"node_modules/@sapphire/snowflake": {
"version": "3.2.2",
"resolved": "https://registry.npmjs.org/@sapphire/snowflake/-/snowflake-3.2.2.tgz",
"integrity": "sha512-ula2O0kpSZtX9rKXNeQMrHwNd7E4jPDJYUXmEGTFdMRfyfMw+FPyh04oKMjAiDuOi64bYgVkOV3MjK+loImFhQ==",
"version": "3.3.0",
"resolved": "https://registry.npmjs.org/@sapphire/snowflake/-/snowflake-3.3.0.tgz",
"integrity": "sha512-Hec5N6zEkZuZFLybVKyLFLlcSgYmR6C1/+9NkIhxPwOf6tgX52ndJCSz8ADejmbrNE0VuNCNkpzhRZzenEC9vA==",
"engines": {
"node": ">=v14.0.0",
"npm": ">=7.0.0"
@@ -99,9 +99,9 @@
"integrity": "sha512-OvjF+z51L3ov0OyAU0duzsYuvO01PH7x4t6DJx+guahgTnBHkhJdG7soQeTSFLWN3efnHyibZ4Z8l2EuWwJN3A=="
},
"node_modules/@types/node": {
"version": "18.11.9",
"resolved": "https://registry.npmjs.org/@types/node/-/node-18.11.9.tgz",
"integrity": "sha512-CRpX21/kGdzjOpFsZSkcrXMGIBWMGNIHXXBVFSH+ggkftxg+XYP20TESbh+zFvFj3EQOl5byk0HTRn1IL6hbqg=="
"version": "18.11.17",
"resolved": "https://registry.npmjs.org/@types/node/-/node-18.11.17.tgz",
"integrity": "sha512-HJSUJmni4BeDHhfzn6nF0sVmd1SMezP7/4F0Lq+aXzmp2xm9O7WXrUtHW/CHlYVtZUbByEvWidHqRtcJXGF2Ng=="
},
"node_modules/@types/ws": {
"version": "8.5.3",
@@ -123,27 +123,27 @@
}
},
"node_modules/discord-api-types": {
"version": "0.37.18",
"resolved": "https://registry.npmjs.org/discord-api-types/-/discord-api-types-0.37.18.tgz",
"integrity": "sha512-mJ+9C8gmG5csssVZPH06Y8IGiJykljFyZc6n6F+T3vKo6yNBI5TtLIbwt6t9hJzsR5f1ITzRZ6cuPrTvRCUxqA=="
"version": "0.37.24",
"resolved": "https://registry.npmjs.org/discord-api-types/-/discord-api-types-0.37.24.tgz",
"integrity": "sha512-1+Fb4huJCihdbkJLcq2p7nBmtlmAryNwjefT8wwJnL8c7bc7WA87Oaa5mbLe96QvZyfwnwRCDX40H0HhcVV50g=="
},
"node_modules/discord.js": {
"version": "14.6.0",
"resolved": "https://registry.npmjs.org/discord.js/-/discord.js-14.6.0.tgz",
"integrity": "sha512-On1K7xpJZRe0KsziIaDih2ksYPhgxym/ZqV45i1f3yig4vUotikqs7qp5oXiTzQ/UTiNRCixUWFTh7vA1YBCqw==",
"version": "14.7.1",
"resolved": "https://registry.npmjs.org/discord.js/-/discord.js-14.7.1.tgz",
"integrity": "sha512-1FECvqJJjjeYcjSm0IGMnPxLqja/pmG1B0W2l3lUY2Gi4KXiyTeQmU1IxWcbXHn2k+ytP587mMWqva2IA87EbA==",
"dependencies": {
"@discordjs/builders": "^1.3.0",
"@discordjs/collection": "^1.2.0",
"@discordjs/rest": "^1.3.0",
"@discordjs/builders": "^1.4.0",
"@discordjs/collection": "^1.3.0",
"@discordjs/rest": "^1.4.0",
"@discordjs/util": "^0.1.0",
"@sapphire/snowflake": "^3.2.2",
"@types/ws": "^8.5.3",
"discord-api-types": "^0.37.12",
"discord-api-types": "^0.37.20",
"fast-deep-equal": "^3.1.3",
"lodash.snakecase": "^4.1.1",
"tslib": "^2.4.0",
"undici": "^5.11.0",
"ws": "^8.9.0"
"tslib": "^2.4.1",
"undici": "^5.13.0",
"ws": "^8.11.0"
},
"engines": {
"node": ">=16.9.0"
@@ -194,16 +194,16 @@
"resolved": "https://registry.npmjs.org/inherits/-/inherits-2.0.4.tgz",
"integrity": "sha512-k/vGaX4/Yla3WzyMCvTQOXYeIHvqOKtnqBduzTHpzpQZzAskKMhZ2K+EnBiSM9zGSoIFeMpXKxa4dYeZIQqewQ=="
},
"node_modules/lodash": {
"version": "4.17.21",
"resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz",
"integrity": "sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg=="
},
"node_modules/lodash.snakecase": {
"version": "4.1.1",
"resolved": "https://registry.npmjs.org/lodash.snakecase/-/lodash.snakecase-4.1.1.tgz",
"integrity": "sha512-QZ1d4xoBHYUeuouhEq3lk3Uq7ldgyFXGBhg04+oRLnIz8o9T65Eh+8YdroUwn846zchkA9yDsDl5CVVaV2nqYw=="
},
"node_modules/lodash.uniqwith": {
"version": "4.5.0",
"resolved": "https://registry.npmjs.org/lodash.uniqwith/-/lodash.uniqwith-4.5.0.tgz",
"integrity": "sha512-7lYL8bLopMoy4CTICbxygAUq6CdRJ36vFc80DucPueUee+d5NBRxz3FdT9Pes/HEx5mPoT9jwnsEJWz1N7uq7Q=="
},
"node_modules/peek-readable": {
"version": "5.0.0",
"resolved": "https://registry.npmjs.org/peek-readable/-/peek-readable-5.0.0.tgz",
@@ -322,9 +322,9 @@
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},
"node_modules/undici": {
"version": "5.12.0",
"resolved": "https://registry.npmjs.org/undici/-/undici-5.12.0.tgz",
"integrity": "sha512-zMLamCG62PGjd9HHMpo05bSLvvwWOZgGeiWlN/vlqu3+lRo3elxktVGEyLMX+IO7c2eflLjcW74AlkhEZm15mg==",
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"resolved": "https://registry.npmjs.org/undici/-/undici-5.14.0.tgz",
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"dependencies": {
"busboy": "^1.6.0"
},
@@ -360,36 +360,36 @@
},
"dependencies": {
"@discordjs/builders": {
"version": "1.3.0",
"resolved": "https://registry.npmjs.org/@discordjs/builders/-/builders-1.3.0.tgz",
"integrity": "sha512-Pvca6Nw8Hp+n3N+Wp17xjygXmMvggbh5ywUsOYE2Et4xkwwVRwgzxDJiMUuYapPtnYt4w/8aKlf5khc8ipLvhg==",
"version": "1.4.0",
"resolved": "https://registry.npmjs.org/@discordjs/builders/-/builders-1.4.0.tgz",
"integrity": "sha512-nEeTCheTTDw5kO93faM1j8ZJPonAX86qpq/QVoznnSa8WWcCgJpjlu6GylfINTDW6o7zZY0my2SYdxx2mfNwGA==",
"requires": {
"@discordjs/util": "^0.1.0",
"@sapphire/shapeshift": "^3.7.0",
"discord-api-types": "^0.37.12",
"@sapphire/shapeshift": "^3.7.1",
"discord-api-types": "^0.37.20",
"fast-deep-equal": "^3.1.3",
"ts-mixer": "^6.0.1",
"tslib": "^2.4.0"
"ts-mixer": "^6.0.2",
"tslib": "^2.4.1"
}
},
"@discordjs/collection": {
"version": "1.2.0",
"resolved": "https://registry.npmjs.org/@discordjs/collection/-/collection-1.2.0.tgz",
"integrity": "sha512-VvrrtGb7vbfPHzbhGq9qZB5o8FOB+kfazrxdt0OtxzSkoBuw9dURMkCwWizZ00+rDpiK2HmLHBZX+y6JsG9khw=="
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"version": "1.3.0",
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"version": "1.5.0",
"resolved": "https://registry.npmjs.org/@discordjs/rest/-/rest-1.5.0.tgz",
"integrity": "sha512-lXgNFqHnbmzp5u81W0+frdXN6Etf4EUi8FAPcWpSykKd8hmlWh1xy6BmE0bsJypU1pxohaA8lQCgp70NUI3uzA==",
"requires": {
"@discordjs/collection": "^1.2.0",
"@discordjs/collection": "^1.3.0",
"@discordjs/util": "^0.1.0",
"@sapphire/async-queue": "^1.5.0",
"@sapphire/snowflake": "^3.2.2",
"discord-api-types": "^0.37.12",
"discord-api-types": "^0.37.23",
"file-type": "^18.0.0",
"tslib": "^2.4.0",
"undici": "^5.11.0"
"tslib": "^2.4.1",
"undici": "^5.13.0"
}
},
"@discordjs/util": {
@@ -403,18 +403,18 @@
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},
"@sapphire/shapeshift": {
"version": "3.7.0",
"resolved": "https://registry.npmjs.org/@sapphire/shapeshift/-/shapeshift-3.7.0.tgz",
"integrity": "sha512-A6vI1zJoxhjWo4grsxpBRBgk96SqSdjLX5WlzKp9H+bJbkM07mvwcbtbVAmUZHbi/OG3HLfiZ1rlw4BhH6tsBQ==",
"version": "3.8.1",
"resolved": "https://registry.npmjs.org/@sapphire/shapeshift/-/shapeshift-3.8.1.tgz",
"integrity": "sha512-xG1oXXBhCjPKbxrRTlox9ddaZTvVpOhYLmKmApD/vIWOV1xEYXnpoFs68zHIZBGbqztq6FrUPNPerIrO1Hqeaw==",
"requires": {
"fast-deep-equal": "^3.1.3",
"lodash.uniqwith": "^4.5.0"
"lodash": "^4.17.21"
}
},
"@sapphire/snowflake": {
"version": "3.2.2",
"resolved": "https://registry.npmjs.org/@sapphire/snowflake/-/snowflake-3.2.2.tgz",
"integrity": "sha512-ula2O0kpSZtX9rKXNeQMrHwNd7E4jPDJYUXmEGTFdMRfyfMw+FPyh04oKMjAiDuOi64bYgVkOV3MjK+loImFhQ=="
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"resolved": "https://registry.npmjs.org/@sapphire/snowflake/-/snowflake-3.3.0.tgz",
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},
"@tokenizer/token": {
"version": "0.3.0",
@@ -422,9 +422,9 @@
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},
"@types/node": {
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"resolved": "https://registry.npmjs.org/@types/node/-/node-18.11.9.tgz",
"integrity": "sha512-CRpX21/kGdzjOpFsZSkcrXMGIBWMGNIHXXBVFSH+ggkftxg+XYP20TESbh+zFvFj3EQOl5byk0HTRn1IL6hbqg=="
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},
"@types/ws": {
"version": "8.5.3",
@@ -443,27 +443,27 @@
}
},
"discord-api-types": {
"version": "0.37.18",
"resolved": "https://registry.npmjs.org/discord-api-types/-/discord-api-types-0.37.18.tgz",
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},
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"version": "14.6.0",
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"requires": {
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"@discordjs/collection": "^1.2.0",
"@discordjs/rest": "^1.3.0",
"@discordjs/builders": "^1.4.0",
"@discordjs/collection": "^1.3.0",
"@discordjs/rest": "^1.4.0",
"@discordjs/util": "^0.1.0",
"@sapphire/snowflake": "^3.2.2",
"@types/ws": "^8.5.3",
"discord-api-types": "^0.37.12",
"discord-api-types": "^0.37.20",
"fast-deep-equal": "^3.1.3",
"lodash.snakecase": "^4.1.1",
"tslib": "^2.4.0",
"undici": "^5.11.0",
"ws": "^8.9.0"
"tslib": "^2.4.1",
"undici": "^5.13.0",
"ws": "^8.11.0"
}
},
"fast-deep-equal": {
@@ -491,16 +491,16 @@
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"version": "4.1.1",
"resolved": "https://registry.npmjs.org/lodash.snakecase/-/lodash.snakecase-4.1.1.tgz",
"integrity": "sha512-QZ1d4xoBHYUeuouhEq3lk3Uq7ldgyFXGBhg04+oRLnIz8o9T65Eh+8YdroUwn846zchkA9yDsDl5CVVaV2nqYw=="
},
"lodash.uniqwith": {
"version": "4.5.0",
"resolved": "https://registry.npmjs.org/lodash.uniqwith/-/lodash.uniqwith-4.5.0.tgz",
"integrity": "sha512-7lYL8bLopMoy4CTICbxygAUq6CdRJ36vFc80DucPueUee+d5NBRxz3FdT9Pes/HEx5mPoT9jwnsEJWz1N7uq7Q=="
},
"peek-readable": {
"version": "5.0.0",
"resolved": "https://registry.npmjs.org/peek-readable/-/peek-readable-5.0.0.tgz",
@@ -571,9 +571,9 @@
"integrity": "sha512-tGyy4dAjRIEwI7BzsB0lynWgOpfqjUdq91XXAlIWD2OwKBH7oCl/GZG/HT4BOHrTlPMOASlMQ7veyTqpmRcrNA=="
},
"undici": {
"version": "5.12.0",
"resolved": "https://registry.npmjs.org/undici/-/undici-5.12.0.tgz",
"integrity": "sha512-zMLamCG62PGjd9HHMpo05bSLvvwWOZgGeiWlN/vlqu3+lRo3elxktVGEyLMX+IO7c2eflLjcW74AlkhEZm15mg==",
"version": "5.14.0",
"resolved": "https://registry.npmjs.org/undici/-/undici-5.14.0.tgz",
"integrity": "sha512-yJlHYw6yXPPsuOH0x2Ib1Km61vu4hLiRRQoafs+WUgX1vO64vgnxiCEN9dpIrhZyHFsai3F0AEj4P9zy19enEQ==",
"requires": {
"busboy": "^1.6.0"
}

2
bots/discord/package.json
View File

@@ -11,6 +11,6 @@
"author": "Reis Can",
"license": "GPL-3.0-or-later",
"dependencies": {
"discord.js": "^14.6.0"
"discord.js": "^14.7.1"
}
}

24
bots/reddit/events/helper/aiResponse.js
View File

@@ -2,31 +2,21 @@ export default {
name: 'aiResponse',
once: false,
async execute(client, config, aiRes) {
const response = config.responses.find(
(res) => res.label === aiRes.predictions[0].label
);
if (!response) return;
const ids = aiRes.id.split('/');
if (Number(aiRes.predictions[0].score) >= response.threshold) {
const ids = aiRes.id.split('/');
if (!response.responses[0]) return;
const replyMsg = response.responses.find(res => res.p === 'reddit').text;
switch (ids[0]) {
switch (ids[0]) {
case 'comment': {
client.getComment(ids[1]).reply(replyMsg);
client.getComment(ids[1]).reply(aiRes.response);
break;
}
case 'post': {
client.getSubmission(ids[1]).reply(replyMsg);
client.getSubmission(ids[1]).reply(aiRes.response);
break;
}
}
return;
}
return;
}
};

23
bots/telegram/events/helper/aiResponse.js
View File

@@ -2,24 +2,13 @@ export default {
name: 'aiResponse',
once: false,
async execute(bot, config, aiRes) {
const response = config.responses.find(
(res) => res.label === aiRes.predictions[0].label
);
if (!response) return;
const ids = aiRes.id.split('/');
if (Number(aiRes.predictions[0].score) >= response.threshold) {
const ids = aiRes.id.split('/');
bot.sendMessage(ids[0], aiRes.response, {
message_thread_id: ids[1],
reply_to_message_id: ids[2]
});
if (!response.responses[0]) return;
const replyMsg = response.responses.find(res => res.p === 'telegram').text;
bot.sendMessage(ids[0], replyMsg, {
message_thread_id: ids[1],
reply_to_message_id: ids[2]
});
return;
}
return;
}
};

27
server/PROTOCOL.md
View File

@@ -20,32 +20,7 @@ And the server would return something like this:
{
"op": 2,
"id": "String",
"predictions": [
{
"label": "DOWNLOAD",
"score": "1"
}
]
}
```
# Training the AI
To add data to the train data, send a BSON (JSON) like this:
```json
{
"op": 3,
"label": "FALSEPOSITIVE",
"text": "how"
}
```
To train the AI and to re-load it, send this BSON (JSON):
```json
{
"event": 4
"response": "I think the term afn is just a generic slang term for the app that allows you to modify the behavior of Dalvik based android application..."
}
```

14
server/config.example.json
View File

@@ -2,11 +2,13 @@
"server": {
"port": 3000
},
"fasttext": {
"bin": "./model/fastText/fasttext",
"loadModel": "./model/model.bin",
"trainFile": "./model/train.tsv",
"debug": true
"transformers": {
"model": "./model.onnx",
"tokenizer": "./tokenizer.json",
"instruction": "Instruction: given a dialog context and related knowledge, you need to answer the question based on the knowledge.",
"knowledge": [
"ReVanced is a generic patcher that allows you to modify the behavior of any Dalvik based Android application"
]
}
}

22
server/events/addTrainData.js
View File

@@ -1,22 +0,0 @@
import { readFileSync, writeFileSync } from 'node:fs';
import { join } from 'node:path';
export default function addTrainData(eventData, __dirname, config) {
const file = readFileSync(
join(__dirname, config.fasttext.trainFile),
'utf-8'
);
const { label, text } = eventData;
if (file.includes(text)) return;
const data = file.split('\n');
const labelIndex = data.findIndex((data) => data.startsWith(label));
data.splice(labelIndex === -1 ? 0 : labelIndex, 0, `${label} ${text}`);
writeFileSync(join(__dirname, config.fasttext.trainFile), data.join('\n'));
return;
}

17
server/events/ai.js
View File

@@ -1,13 +1,24 @@
import { serialize } from 'bson';
export default async function runAI(client, data, ft) {
const predictions = await ft.predict(data.text);
async function generateResponse(tokenizer, model, config, dialog) {
const knowledge = `[KNOWLEDGE] ${config.knowledge.join(' ')}`;
const context = `[CONTEXT] ${dialog.substring(0, 64)}`;
const query = `${config.instruction} ${context} ${knowledge}`;
const inputTokenIds = tokenizer.encode(query);
const outputTokenIds = await model.generate(inputTokenIds, { maxLength: 64, topK: 10 });
return await tokenizer.decode(outputTokenIds, true);
}
export default async function runAI(client, data, tokenizer, model, config) {
const response = await generateResponse(tokenizer, model, config, data.text);
client.write(
serialize({
op: 2,
id: data.id,
predictions
response
})
);

54
server/events/trainAI.js
View File

@@ -1,54 +0,0 @@
import FastText from 'fasttext.js';
import { join } from 'node:path';
export default async function trainAI(ftext, __dirname, config) {
const ft = new FastText({
train: {
// number of concurrent threads
thread: 8,
// verbosity level [2]
verbose: 4,
// number of negatives sampled [5]
neg: 7,
// loss function {ns, hs, softmax} [ns]
loss: 'ns',
// learning rate [0.05]
lr: 1,
// change the rate of updates for the learning rate [100]
lrUpdateRate: 1000,
// max length of word ngram [1]
wordNgrams: 5,
// minimal number of word occurences
minCount: 1,
// minimal number of word occurences
minCountLabel: 1,
// size of word vectors [100]
dim: 100,
// size of the context window [5]
ws: 5,
// number of epochs [5]
epoch: 20,
// number of buckets [2000000]
bucket: 2000000,
// min length of char ngram [3]
minn: process.env.TRAIN_MINN || 3,
// max length of char ngram [6]
maxn: process.env.TRAIN_MAXN || 6,
// sampling threshold [0.0001]
t: 0.0001,
// load pre trained word vectors from unsupervised model
pretrainedVectors: ''
},
serializeTo: join(__dirname, config.fasttext.loadModel).replace('.bin', ''),
trainFile: join(__dirname, config.fasttext.trainFile),
bin: join(__dirname, config.fasttext.bin)
});
ftext.unload();
await ft.train();
ftext.load();
return;
}

21
server/index.js
View File

@@ -10,12 +10,11 @@ const config = JSON.parse(readFileSync('./config.json', 'utf-8'));
import { createServer } from 'node:net';
import { deserialize } from 'bson';
import FastText from 'fasttext.js';
import { runAI, trainAI, runOCR, addTrainData } from './events/index.js';
import transformers from 'transformers-nodejs';
import { runAI, runOCR } from './events/index.js';
const ft = new FastText(config.fasttext);
ft.load();
const tokenizer = await transformers.AutoTokenizer.fromPretrained(config.transformers.tokenizer);
const model = await transformers.AutoModelForSeq2SeqLM.fromPretrained(config.transformers.model);
const server = createServer(async (client) => {
client.on('data', async (data) => {
@@ -25,17 +24,7 @@ const server = createServer(async (client) => {
switch (eventData.op) {
case 1: {
runAI(client, eventData, ft);
break;
}
case 3: {
addTrainData(eventData, __dirname, config);
break;
}
case 4: {
trainAI(ft, __dirname, config);
runAI(client, eventData, tokenizer, model, config.transformers);
break;
}

63
server/package-lock.json generated
View File

@@ -10,8 +10,8 @@
"license": "GPL-3.0-or-later",
"dependencies": {
"bson": "^4.7.0",
"fasttext.js": "^1.1.2",
"node-tesseract-ocr": "^2.2.1"
"node-tesseract-ocr": "^2.2.1",
"transformers-nodejs": "github:reisxd/transformers-nodejs"
}
},
"node_modules/base64-js": {
@@ -67,14 +67,6 @@
"ieee754": "^1.1.13"
}
},
"node_modules/fasttext.js": {
"version": "1.1.2",
"resolved": "https://registry.npmjs.org/fasttext.js/-/fasttext.js-1.1.2.tgz",
"integrity": "sha512-ZdH7lJzOlHd2KfT5sr3Z88EQDiEKQzxt+v2J7t1ZVZZhmtM5XZtCQNVDD/wWRNl5zEjv8LBrBoRGTIpcMX52Vw==",
"engines": {
"node": "*"
}
},
"node_modules/ieee754": {
"version": "1.2.1",
"resolved": "https://registry.npmjs.org/ieee754/-/ieee754-1.2.1.tgz",
@@ -101,6 +93,32 @@
"engines": {
"node": ">=10"
}
},
"node_modules/onnxruntime-common": {
"version": "1.13.1",
"resolved": "https://registry.npmjs.org/onnxruntime-common/-/onnxruntime-common-1.13.1.tgz",
"integrity": "sha512-HtfNeuZ8p47avtZR2mGldXA728keJj46w/6yy5DQTLA9zmpjXF/iJdS8f9yAtyWbSGw3s95DfBPWw2myhA1r0A=="
},
"node_modules/onnxruntime-node": {
"version": "1.13.1",
"resolved": "https://registry.npmjs.org/onnxruntime-node/-/onnxruntime-node-1.13.1.tgz",
"integrity": "sha512-HHwxs13dSCJX+iqr90p8WGlG54XTxNG6lKXhUC4xu4r95GFjLaA6JxNUjeuGQ6T6E06hCy61lZMdH5MTcBNLTA==",
"os": [
"win32",
"darwin",
"linux"
],
"dependencies": {
"onnxruntime-common": "~1.13.1"
}
},
"node_modules/transformers-nodejs": {
"version": "1.0.0",
"resolved": "git+ssh://git@github.com/reisxd/transformers-nodejs.git#28e591496a7a231b0ad8dc62081365d4077638f9",
"license": "GPL-3.0-or-later",
"dependencies": {
"onnxruntime-node": "^1.13.1"
}
}
},
"dependencies": {
@@ -126,11 +144,6 @@
"ieee754": "^1.1.13"
}
},
"fasttext.js": {
"version": "1.1.2",
"resolved": "https://registry.npmjs.org/fasttext.js/-/fasttext.js-1.1.2.tgz",
"integrity": "sha512-ZdH7lJzOlHd2KfT5sr3Z88EQDiEKQzxt+v2J7t1ZVZZhmtM5XZtCQNVDD/wWRNl5zEjv8LBrBoRGTIpcMX52Vw=="
},
"ieee754": {
"version": "1.2.1",
"resolved": "https://registry.npmjs.org/ieee754/-/ieee754-1.2.1.tgz",
@@ -140,6 +153,26 @@
"version": "2.2.1",
"resolved": "https://registry.npmjs.org/node-tesseract-ocr/-/node-tesseract-ocr-2.2.1.tgz",
"integrity": "sha512-Q9cD79JGpPNQBxbi1fV+OAsTxYKLpx22sagsxSyKbu1u+t6UarApf5m32uVc8a5QAP1Wk7fIPN0aJFGGEE9DyQ=="
},
"onnxruntime-common": {
"version": "1.13.1",
"resolved": "https://registry.npmjs.org/onnxruntime-common/-/onnxruntime-common-1.13.1.tgz",
"integrity": "sha512-HtfNeuZ8p47avtZR2mGldXA728keJj46w/6yy5DQTLA9zmpjXF/iJdS8f9yAtyWbSGw3s95DfBPWw2myhA1r0A=="
},
"onnxruntime-node": {
"version": "1.13.1",
"resolved": "https://registry.npmjs.org/onnxruntime-node/-/onnxruntime-node-1.13.1.tgz",
"integrity": "sha512-HHwxs13dSCJX+iqr90p8WGlG54XTxNG6lKXhUC4xu4r95GFjLaA6JxNUjeuGQ6T6E06hCy61lZMdH5MTcBNLTA==",
"requires": {
"onnxruntime-common": "~1.13.1"
}
},
"transformers-nodejs": {
"version": "git+ssh://git@github.com/reisxd/transformers-nodejs.git#28e591496a7a231b0ad8dc62081365d4077638f9",
"from": "transformers-nodejs@https://github.com/reisxd/transformers-nodejs",
"requires": {
"onnxruntime-node": "^1.13.1"
}
}
}
}

4
server/package.json
View File

@@ -8,7 +8,7 @@
"license": "GPL-3.0-or-later",
"dependencies": {
"bson": "^4.7.0",
"fasttext.js": "^1.1.2",
"node-tesseract-ocr": "^2.2.1"
"node-tesseract-ocr": "^2.2.1",
"transformers-nodejs": "github:reisxd/transformers-nodejs"
}
}